Loading libraries

## [1] "/Users/nasa_william_lu/DATA1901_Project_2"

Reading in files

# Get the list of CSV files in the 'csv_cache' directory
csv_files <- list.files(path = "csv_cache", pattern = "*.csv", full.names = TRUE)

# Initialize an empty data frame to store the combined data
combined_df <- data.frame()

# Loop through each file in the csv_files list
for (file in csv_files) {
  # Read the CSV file
  location_data <- read.csv(file)
  
  # Categorize distance
  location_data$"distance_to_train_station(km)" <- location_data$distance_to_train_station / 1000
  
  # Classing distance
  location_data$distance_class <- cut(location_data$"distance_to_train_station(km)",
                                      breaks = c(0, 0.250, 0.500, 0.750, 1.000, 1.250, 1.500, 1.750, 2.000, 2.250, 2.500, 3.000, 3.250, 3.500, 3.750, 4.000))
  
  # Combine the processed data frame with the combined_df data frame
  combined_df <- rbind(combined_df, location_data)
}

# Inspect the combined data frame
head(combined_df)
##   House_ID                                address bedroom bathroom carspace
## 1        1  10/92 Buckland Street Alexandria 2015       3        2        2
## 2        2   6/92 Buckland Street Alexandria 2015       3        2        2
## 3        3 14/18-20 Newton Street Alexandria 2015       2        1        1
## 4        4   PG09/11 Power Avenue Alexandria 2015       2        2        1
## 5        5      28A Gerard Street Alexandria 2015       3        3       NA
## 6        6   1/92 Buckland Street Alexandria 2015       3        2        2
##   soldprice   yearsold  latitude longitude distance_to_train_station
## 1   2350000 2023-03-15 -33.90043  151.1947                  967.6896
## 2   2350000 2023-01-30 -33.90043  151.1947                  967.6896
## 3   1140000 2022-07-30 -33.89918  151.1909                 1325.9023
## 4   1550000 2022-07-06 -33.90129  151.1983                  669.3040
## 5   1230000 2022-06-18 -33.89771  151.1969                 1077.5788
## 6   2425000 2022-05-06 -33.90043  151.1947                  967.6896
##   distance_to_train_station(km) distance_class
## 1                     0.9676896       (0.75,1]
## 2                     0.9676896       (0.75,1]
## 3                     1.3259023     (1.25,1.5]
## 4                     0.6693040     (0.5,0.75]
## 5                     1.0775788       (1,1.25]
## 6                     0.9676896       (0.75,1]

Filtering Data

combined_df_1bed <-filter(combined_df, bedroom ==1)
combined_df_2bed <-filter(combined_df, bedroom ==2)
combined_df_3bed <-filter(combined_df, bedroom ==3)
combined_df_4bed <-filter(combined_df, bedroom ==4)
combined_df_5bed <-filter(combined_df, bedroom ==5)
par(mfrow=c(1,2))
ggplot(combined_df_1bed, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 1 Bedroom", x="Distance from Train Station(km)", y="Selling Price (x$100000)", fill = "Number of Carspaces")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))+
  theme(plot.title = element_text(hjust=0.25))

ggplot(combined_df_1bed, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5, aes(fill=factor(carspace))) +
  labs(title = "Sold Price vs Distance from Train Station for 1 Bedroom", x="Distance from Train Station(km)", y="Selling Price (x$100000)", fill = "Number of Carspaces")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))+
  theme(plot.title = element_text(hjust=0.25))

ggplot(combined_df_2bed, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 2 Bedrooms", x="Distance from Train Station(km)", y="Selling Price (x$100000)", fill = "Number of Carspaces")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))+
  theme(plot.title = element_text(hjust=0.25))

summary(combined_df_2bed$soldprice)
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## 5.000e+04 3.455e+05 4.650e+05 7.792e+05 6.050e+05 2.147e+09
ggplot(combined_df_2bed, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5, aes(fill=factor(carspace))) +
  labs(title = "Sold Price vs Distance from Train Station for 2 Bedrooms", x="Distance from Train Station(km)", y="Selling Price (x$100000)", fill = "Number of Carspaces")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))+
  theme(plot.title = element_text(hjust=0.25))

summary(combined_df_2bed$soldprice)
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## 5.000e+04 3.455e+05 4.650e+05 7.792e+05 6.050e+05 2.147e+09
ggplot(combined_df_3bed, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 3 Bedrooms", x="Distance from Train Station(km)", y="Selling Price (x$100000)", fill = "Number of Carspaces")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))+
  theme(plot.title = element_text(hjust=0.25))

summary(combined_df_3bed$soldprice)
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##      575   422000   570000   640729   745000 22867454
ggplot(combined_df_3bed, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5, aes(fill=factor(carspace))) +
  labs(title = "Sold Price vs Distance from Train Station for 3 Bedrooms", x="Distance from Train Station(km)", y="Selling Price (x$100000)", fill = "Number of Carspaces")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))+
  theme(plot.title = element_text(hjust=0.25))

summary(combined_df_3bed$soldprice)
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##      575   422000   570000   640729   745000 22867454
ggplot(combined_df_4bed, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 4 Bedrooms", x="Distance from Train Station(km)", y="Selling Price (x$100000)", fill = "Number of Carspaces")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))+
  theme(plot.title = element_text(hjust=0.25))

summary(combined_df_4bed$soldprice)
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##     1650   531000   672000   760822   865000 15000000
ggplot(combined_df_4bed, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5, aes(fill=factor(carspace))) +
  labs(title = "Sold Price vs Distance from Train Station for 4 Bedrooms", x="Distance from Train Station(km)", y="Selling Price (x$100000)", fill = "Number of Carspaces")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))+
  theme(plot.title = element_text(hjust=0.25))

summary(combined_df_4bed$soldprice)
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##     1650   531000   672000   760822   865000 15000000
ggplot(combined_df_5bed, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 5 Bedrooms", x="Distance from Train Station(km)", y="Selling Price (x$100000)", fill = "Number of Carspaces")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))+
  theme(plot.title = element_text(hjust=0.25))

summary(combined_df_5bed$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  200000  659990  781000  862862  930000 3080000
ggplot(combined_df_5bed, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5, aes(fill=factor(carspace))) +
  labs(title = "Sold Price vs Distance from Train Station for 5 Bedrooms", x="Distance from Train Station(km)", y="Selling Price (x$100000)", fill = "Number of Carspaces")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))+
  theme(plot.title = element_text(hjust=0.25))

summary(combined_df_5bed$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  200000  659990  781000  862862  930000 3080000

Filtering Data by Carspaces and Bedrooms

combined_df_1bed_1car <-filter(combined_df, bedroom ==1, carspace == 1)

combined_df_2bed_1car <-filter(combined_df, bedroom ==2, carspace == 1)

combined_df_2bed_2car <-filter(combined_df, bedroom ==2, carspace == 2)

combined_df_3bed_1car <-filter(combined_df, bedroom ==3, carspace == 1)

combined_df_3bed_2car <-filter(combined_df, bedroom ==3, carspace == 2)

combined_df_3bed_3car <-filter(combined_df, bedroom ==3, carspace == 3)

combined_df_3bed_4car <-filter(combined_df, bedroom ==3, carspace == 4)

combined_df_4bed_1car <-filter(combined_df, bedroom ==4, carspace == 1)

combined_df_4bed_2car <-filter(combined_df, bedroom ==4, carspace == 2)

combined_df_4bed_3car <-filter(combined_df, bedroom ==4, carspace == 3)

combined_df_4bed_4car <-filter(combined_df, bedroom ==4, carspace == 4)

combined_df_5bed_1car <-filter(combined_df, bedroom ==5, carspace == 1)

combined_df_5bed_2car <-filter(combined_df, bedroom ==5, carspace == 2)

combined_df_5bed_3car <-filter(combined_df, bedroom ==5, carspace == 3)

1 bedroom

ggplot(combined_df_1bed_1car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 1 Bedroom and 1 Carspace", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_1bed_1car$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   61325  252750  375000  401069  484450 1330000

2 bedrooms

ggplot(combined_df_2bed_1car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 2 Bedrooms and 1 Carspace", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_2bed_1car$soldprice)
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## 5.700e+04 3.359e+05 4.550e+05 8.453e+05 5.950e+05 2.147e+09
ggplot(combined_df_2bed_2car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 2 Bedrooms and 2 Carspaces", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_2bed_2car$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   66000  430000  545000  587256  700000 1581000

3 bedrooms

ggplot(combined_df_3bed_1car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 3 Bedrooms and 1 Carspace", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_3bed_1car$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   50000  356000  497500  547167  650500 5850000
ggplot(combined_df_3bed_2car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 3 Bedrooms and 2 Carspaces", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_3bed_2car$soldprice)
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##      575   499000   635000   723165   839000 22867454
ggplot(combined_df_3bed_3car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 3 Bedrooms and 3 Carspaces", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_3bed_2car$soldprice)
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##      575   499000   635000   723165   839000 22867454
ggplot(combined_df_3bed_4car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 3 Bedrooms and 4 Carspaces", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_3bed_4car$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  305000  478500  590000  668278  809000 1600000

4 bedrooms

ggplot(combined_df_4bed_1car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 4 Bedrooms and 1 Carspace", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_4bed_1car$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  175000  442875  615000  656338  762250 2750000
ggplot(combined_df_4bed_2car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 4 Bedrooms and 2 Carspaces", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_4bed_2car$soldprice)
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##     1650   555000   690000   789322   888750 15000000
ggplot(combined_df_4bed_3car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 4 Bedrooms and 3 Carspaces", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_4bed_3car$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  100000  615250  769000  927646 1023250 3000000
ggplot(combined_df_4bed_4car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 4 Bedrooms and 4 Carspaces", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_4bed_4car$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  330000  535500  655000  715113  840000 1630000

5 bedrooms

ggplot(combined_df_5bed_1car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 5 Bedrooms and 1 Carspace", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_5bed_1car$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  280000  602500  722500  742179  870000 1850000
ggplot(combined_df_5bed_2car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 5 Bedrooms and 2 Carspaces", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_5bed_2car$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  200000  665000  810000  898386  958888 3080000
ggplot(combined_df_5bed_3car, aes(x = distance_class, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs Distance from Train Station for 5 Bedrooms and 3 Carspaces", x="Distance from Train Station(km)", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_5bed_3car$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  700000  738000  790000  787833  838250  910000

Creating a column for Year

combined_df$Year <- as.factor(format(as.Date(combined_df$yearsold), "%Y"))
# Filtering by year
combined_df_0.00 <-filter(combined_df, distance_class == "(0,0.25]")
combined_df_0.25 <-filter(combined_df, distance_class == "(0.25,0.5]")
combined_df_0.50 <-filter(combined_df, distance_class == "(0.5,0.75]")
combined_df_0.75 <-filter(combined_df, distance_class == "(0.75,1]")
combined_df_1.00 <-filter(combined_df, distance_class == "(1,1.25]")
combined_df_1.25 <-filter(combined_df, distance_class == "(1.25,1.5]")
combined_df_1.50 <-filter(combined_df, distance_class == "(1.5,1.75]")
combined_df_1.75 <-filter(combined_df, distance_class == "(1.75,2]")
combined_df_2.00 <-filter(combined_df, distance_class == "(2,2.25]")
combined_df_2.25 <-filter(combined_df, distance_class == "(2.25,2.5]")
combined_df_2.50 <-filter(combined_df, distance_class == "(2.5,2.75]")
combined_df_2.75 <-filter(combined_df, distance_class == "(2.75,3]")
combined_df_3.00 <-filter(combined_df, distance_class == "(3,3.25]")
combined_df_3.25 <-filter(combined_df, distance_class == "(3.25,3.5]")
combined_df_3.50 <-filter(combined_df, distance_class == "(3.5,3.75]")
combined_df_3.75 <-filter(combined_df, distance_class == "(3.75,4]")
ggplot(combined_df_0.00, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 0 to 0.25km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_0.00$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   50000  415000  560500  655484  780000 3300000
ggplot(combined_df_0.25, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 0.25 to 0.50km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_0.25$soldprice)
##      Min.   1st Qu.    Median      Mean   3rd Qu.      Max. 
## 5.000e+04 4.470e+05 5.950e+05 1.100e+06 7.880e+05 2.147e+09
ggplot(combined_df_0.50, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 0.50 to 0.75km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_0.50$soldprice)
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##     1650   425000   580000   650136   775000 15000000
ggplot(combined_df_0.75, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 0.75 to 1.00km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_0.75$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   60000  420000  546000  610810  715000 6203000
ggplot(combined_df_1.00, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 1.00 to 1.25km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_1.00$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##     575  390000  536500  603603  710000 4400000
ggplot(combined_df_1.25, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 1.25 to 1.50km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_1.25$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   61325  377000  525000  571181  685000 4840000
ggplot(combined_df_1.50, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 1.50 to 1.75km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_1.50$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   92000  365875  510000  550425  640000 2812000
ggplot(combined_df_1.75, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 1.75 to 2.00km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_1.75$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  100000  355000  505000  564559  680000 3100000
ggplot(combined_df_2.00, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 2.00 to 2.25km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_2.00$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  132500  370000  491000  528737  620000 2430000
ggplot(combined_df_2.25, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 2.25 to 2.50km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_2.25$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  190000  382500  550000  584580  670000 5346000
ggplot(combined_df_2.50, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 2.50 to 2.75km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_2.50$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## 
ggplot(combined_df_2.75, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 2.75 to 3.00km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_2.75$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## 
ggplot(combined_df_3.00, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 3.00 to 3.25km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_3.00$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  180000  315000  462500  496268  569750 1777000
ggplot(combined_df_3.25, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 3.25 to 3.75km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_3.25$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  230000  322316  487500  464311  552750 1125000
ggplot(combined_df_3.50, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 3.50 to 3.75km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_3.50$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  250000  300000  355000  386685  441000  664000
ggplot(combined_df_3.75, aes(x = Year, y = soldprice/100000))+
geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
  labs(title = "Sold Price vs year for townhouses 3.75 to 4.00km from train station", x="Year", y="Selling Price (x$100000)")+
  theme_bw()+
  theme(axis.text.x = element_text(angle=45,hjust=1))

summary(combined_df_3.75$soldprice)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## 
ggplot(combined_df, aes(x = Year, y = soldprice/100000))+
    geom_point(aes(color=distance_class)) +
    labs(title = "Sold Price over Years", x="Year", y="Selling Price (x$100000)", fill = "Number of Carspaces")+
    theme_bw()+
    theme(axis.text.x = element_text(angle=45,hjust=1))+
    theme(plot.title = element_text(hjust=0.25))

ggplot(combined_df, aes(x = Year, y = soldprice/100000))+
    geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
    labs(title = "Sold Price over Years", x="Year", y="Selling Price (x$100000)", fill = "Number of Carspaces")+
    theme_bw()+
    theme(axis.text.x = element_text(angle=45,hjust=1))+
    theme(plot.title = element_text(hjust=0.25))

ggplot(combined_df, aes(x = factor(bedroom), y = soldprice/100000))+
    geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
    labs(title = "Sold Price for Different Numbers of Bedrooms", x="Number of Bedrooms", y="Selling Price (x$100000)")+
    theme_bw()+
    theme(axis.text.x = element_text(angle=45,hjust=1))+
    theme(plot.title = element_text(hjust=0.25))

ggplot(combined_df, aes(x = factor(bathroom), y = soldprice/100000))+
    geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
    labs(title = "Sold Price for Different Numbers of Bathrooms", x="Number of Bathrooms", y="Selling Price (x$100000)")+
    theme_bw()+
    theme(axis.text.x = element_text(angle=45,hjust=1))+
    theme(plot.title = element_text(hjust=0.25))

ggplot(combined_df, aes(x = factor(carspace), y = soldprice/100000))+
    geom_boxplot(outlier.colour = "blue", outlier.size=1.5) +
    labs(title = "Sold Price for Different Numbers of Carspaces", x="Number of Carspaces", y="Selling Price (x$100000)")+
    theme_bw()+
    theme(axis.text.x = element_text(angle=45,hjust=1))+
    theme(plot.title = element_text(hjust=0.25))